{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-13T15:05:52.957410Z",
     "start_time": "2020-05-13T15:05:45.782144Z"
    }
   },
   "outputs": [],
   "source": [
    "import defense\n",
    "import tensorflow as tf\n",
    "from skimage.measure import compare_ssim\n",
    "import argparse\n",
    "import imutils\n",
    "import cv2\n",
    "import numpy as np\n",
    "from albumentations import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-13T15:05:52.960487Z",
     "start_time": "2020-05-13T15:05:47.301Z"
    }
   },
   "outputs": [],
   "source": [
    "config = tf.ConfigProto(gpu_options=tf.GPUOptions(allow_growth=True))\n",
    "sess = tf.Session(config=config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-13T15:05:52.961960Z",
     "start_time": "2020-05-13T15:05:47.846Z"
    }
   },
   "outputs": [],
   "source": [
    "def l2_distortion(img1, img2):\n",
    "    if len(img1.shape) == 4:\n",
    "        n = img1.shape[0]\n",
    "        l = np.mean(np.sqrt(np.sum((img1.reshape((n, -1)) - img2.reshape((n, -1)))\n",
    "                                   ** 2, axis=1) / np.product(img1.shape[1:])), axis=0)\n",
    "    else:\n",
    "        l = np.sqrt(np.sum(img1 - img2) ** 2 / np.product(img1.shape))\n",
    "\n",
    "    return l\n",
    "\n",
    "def ssim_score(cleandata,data):\n",
    "#     cleandata = (cleandata * 255).astype('uint8')\n",
    "#     data = (data * 255).astype('uint8')\n",
    "    SSIM = []\n",
    "    for i in range(cleandata.shape[0]):\n",
    "        ssim = compare_ssim(cleandata[i], data[i], multichannel=True, data_range = 1.0)\n",
    "        SSIM.append(ssim)\n",
    "    SSIM = np.asarray(SSIM)\n",
    "    return SSIM.mean()\n",
    "\n",
    "def PSNR(original, compressed): \n",
    "    mse = np.mean((original - compressed) ** 2) \n",
    "    if(mse == 0):  # MSE is zero means no noise is present in the signal . \n",
    "                  # Therefore PSNR have no importance. \n",
    "        return 100\n",
    "    max_pixel = 255.0\n",
    "    psnr = 20 * np.log10(max_pixel / np.sqrt(mse)) \n",
    "    return psnr \n",
    "\n",
    "def psnr_score(cleandata,data):\n",
    "    PSNR_list = []\n",
    "    for i in range(cleandata.shape[0]):\n",
    "        psnr = PSNR(cleandata[i], data[i])\n",
    "        PSNR_list.append(psnr)\n",
    "    PSNR_list = np.asarray(PSNR_list)\n",
    "    return PSNR_list.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-13T15:05:52.963176Z",
     "start_time": "2020-05-13T15:05:48.361Z"
    }
   },
   "outputs": [],
   "source": [
    "# the seleted data from the imagenet validation set\n",
    "cleandata = np.load(\"./data/clean100data.npy\")\n",
    "cleanlabel = np.load(\"./data/clean100label.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def defended(imgbatch):\n",
    "    defbatch = np.zeros_like(imgbatch)\n",
    "    for i in range(cleandata.shape[0]):\n",
    "        defbatch[i]=defense.defend_WebP(cleandata[i])\n",
    "    return defbatch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-05-13T15:05:52.964239Z",
     "start_time": "2020-05-13T15:05:50.335Z"
    }
   },
   "outputs": [],
   "source": [
    "# middata = cleandata+0.01\n",
    "data = defended(cleandata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.037828145686588564\n",
      "0.8599966445853029\n",
      "29.10386318997043\n"
     ]
    }
   ],
   "source": [
    "print(l2_distortion(cleandata,data))\n",
    "print(ssim_score(cleandata,data))\n",
    "print(psnr_score(cleandata*255,data*255))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd1380717d0>"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(augimg(cleandata[0]))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
